Accurately predicting the adsorption of small molecules is a long-standing challenge in surface chemistry. Now, an automated simulation protocol, combining theory at different levels, has been demonstrated to accurately and efficiently recover binding enthalpies of a diverse set of small adsorbates on ionic surfaces.